Update README.md

README.md

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   - spectral-attention
   - companion-model
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+# Reimagining the geolip-svae-transformer
+
+Yes I know, again. When the formulas don't work, we must adapt. I'm not here to say this will work yet either,
+yet I'm learning from all the elemental pieces that faulted in the last, and including what I consider to be
+the best possible continuation to where the model requires to go.
+
+## Likely Faulty Experiment; Aleph Omega Logits
+
+The conceptualization of an aleph logit is, a pipe dream. If this works, and the experiments show it's worth a try,
+this will be the first attenuation logit that I'll be converging towards the necessary goal.
+
+This will allow something that the model has been missing and the codebook only hints at, the direct adjudication
+processing of logit routes.
+
+There are many formats of logits. There are many losses to cultivate them. Yet they all have one specific rigidity that
+these models cannot support, and that's being dragged away from their actual task towards SOMETHING ELSE in relation
+to a task using SOME FORM of entropy over time measurement.
+
+IF THE ALEPH LOGIT WORKS, this will essentially be a unique and different format of logit that - I believe when correctly tuned -
+will form a direct internal mapping of the model to the very recurrent structure of the omegas themselves.
+
+There are WAYS to do this now, and you can MAP what is normally, but I hypothesize - loosely - that this process here, 
+the Aleph Omega Logits will allow teaching the very nature of fractal implicit alignment TO models.
+
+I've been dancing around this topic for some time until my mind snapped to the idea. Now I'm dug in like a tick, and I don't think
+there's an easy way to explain it through formula yet.
+
 
 # geolip-svae-transformer